{
 "metadata": {
  "name": "",
  "signature": "sha256:797186bc976c84c9b98a4c6141aa95055e68c159e9c8290fd58c2bfed83b449a"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import pandas as pd\n",
      "from os.path import join\n",
      "\n",
      "from pylab import rcParams\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline\n",
      "rcParams['figure.figsize'] = (16, 8)\n",
      "\n",
      "import nilmtk\n",
      "from nilmtk import DataSet, TimeFrame, MeterGroup, HDFDataStore\n",
      "from nilmtk.disaggregate import CombinatorialOptimisation\n",
      "from nilmtk.utils import print_dict\n",
      "from nilmtk.metrics import f1_score\n",
      "\n",
      "import warnings\n",
      "warnings.filterwarnings(\"ignore\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Demo of NILMTK for RCUK Showcase"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Downloading data"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The full data set can be downloaded from the remote WikiEnergy database. The credentials are omitted here for security reasons."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# download_wikienergy(database_username, database_password, hdf_filename)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Loading data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data_dir = '/data/wikienergy/'\n",
      "we = DataSet(join(data_dir, 'wikienergy.h5'))\n",
      "print('loaded ' + str(len(we.buildings)) + ' buildings')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "loaded 239 buildings\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Plot sub-metered data for a single day"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "we.store.window = TimeFrame(start='2014-04-01 00:00:00-05:00', end='2014-04-02 00:00:00-05:00')\n",
      "building_number = 11\n",
      "elec = we.buildings[building_number].elec\n",
      "elec.plot();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XZqprms1m49tvv63xduXnS+FbRERERKSSqhOaa4q3tzd2u73csuPHj9O2bdtS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sozi5MkDZR4S1dWX409ODURmvxz3rCrAvw41NPTYhZ2UOACCpxo1/F5fh5Mx65KwYifff349H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\nOyReAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x101d7a390>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Plot fraction of energy consumption of each appliance"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fraction = elec.submeters().fraction_per_meter().dropna()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "1/10 ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "2/10 ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "3/10 ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "4/10 ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "5/10 ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "6/10 ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "7/10 ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "8/10 ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "9/10 ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "10/10 ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Create convenient labels\n",
      "labels = elec.get_appliance_labels(fraction.index)\n",
      "plt.figure(figsize=(8,8))\n",
      "fraction.plot(kind='pie', labels=labels);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RVyQi5UWBrgKFI1lrr4MV9oKHczA86pJEZIHywOHN8LcPYfZ4d/866opEpHxolGuFMbMU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\nmZlZzjnQmZmZmeWcA52ZmZlZzv0/NSn6EmU47YUAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a77ea90>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Train model"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Train\n",
      "co = CombinatorialOptimisation()\n",
      "co.train(elec)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Alternatively, a model could be specified manually:\n",
      "\n",
      "```python\n",
      "co.model = [\n",
      "    {'states': [0,  100], 'training_metadata': ('television', 1)},\n",
      "    {'states': [0, 2000], 'training_metadata': ('electric furnace', 1)}\n",
      "    ]\n",
      "```"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Examine aggregate data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec.mains().plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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kfTvtJH3sY9I73iH97nf5VXc7JbXNorb0aT5Wa/txHpXaoP24XVJb9jxyXZHU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\n+CKVAAez1BpRx/HGCFpX149qpdS+9BIf8NNP5wvcyB1r1nAm1Y+hQxO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UAAAX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\nMaXWMAzDMAzDMAzDiCz/D5y1lBUbHOTdAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a79a550>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Disaggregate smart meter data into appliances"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "disag_filename = join(data_dir, 'wikienergy-disag.h5')\n",
      "output = HDFDataStore(disag_filename, 'w')\n",
      "co.disaggregate(elec.mains(), output)\n",
      "output.close()\n",
      "\n",
      "disag = DataSet(disag_filename)\n",
      "disag_elec = disag.buildings[building_number].elec\n",
      "disag_elec.plot()\n",
      "disag.store.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Calculate accuracy of disaggregation"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "disag = DataSet(disag_filename)\n",
      "disag_elec = disag.buildings[building_number].elec\n",
      "\n",
      "f1 = f1_score(disag_elec, elec)\n",
      "f1.index = disag_elec.get_appliance_labels(f1.index)\n",
      "f1.plot(kind='bar')\n",
      "plt.xlabel('appliance');\n",
      "plt.ylabel('f-score');\n",
      "\n",
      "disag.store.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}